Robotics & Autonomous Systems Enterprise Only

Instance

Automate success labeling and evaluation for robot-policy rollouts

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PricingEnterprise Only
Starting priceContact sales
Free planUnknown
Free trialYes
APIUnknown
Open sourceNo
DeploymentCloud
Last verifiedJuly 30, 2026
Overview

Tool overview

Instance is listed under Robotics & Autonomous Systems AI tools.

Summary

What is Instance?

Instance provides automated ground-truth evaluation for robot learning. Its success detector takes a task description and camera footage, returns a success verdict with subtask breakdowns, and is designed to replace repeated human review across training, benchmarking, reinforcement learning, and policy evaluation.

Best fit

Best for

Robotics research and engineering teams evaluating large numbers of policy rollouts

Audience

Who is it for?

Robot-learning researchersRobotics software engineersBenchmark and evaluation teamsReinforcement-learning teams
Recommendation

Decision note

Confirm supported tasks, camera requirements, robot platforms, evaluation latency, confidence output, benchmark transfer, API or batch workflow, data rights, human-review process, pilot design, and commercial terms.

Capabilities

Key features

Task-conditioned robot success detection

Camera-footage policy evaluation

Detailed subtask breakdowns

Training and benchmark labels

Reinforcement-learning reward signals

Cross-platform robot-policy evaluation

Workflows

Use cases

Labeling robot rollout success

Evaluating new manipulation policies

Building reinforcement-learning feedback

Comparing policies across benchmarks

Strengths

Pros

  • Targets a costly robotics evaluation bottleneck
  • Provides detailed subtask outcomes
  • Reports validation across several robot platforms
Considerations

Cons

  • Commercial terms are not public
  • Current product scope is early-stage
  • Safety-critical labels require human adjudication
Considerations

Limitations

Automated verdicts can fail on occlusion, unusual camera angles, ambiguous task definitions, or out-of-distribution behavior. Robotics teams must validate task criteria, benchmark coverage, confidence thresholds, and every safety-critical or high-cost decision.

Cost

Pricing details

Pricing modelEnterprise Only
Starting priceContact sales
Free planUnknown
Free trialYes
Pricing context

Billing options

Custom robotics agreement

Pricing context

Pricing note

Instance is an early-stage enterprise robotics product and does not publish a stable price, ongoing free plan, or formal free-trial offer. Commercial and pilot terms require direct discussion.

View official pricing
Compatibility

Supported languages

  • English
Connectivity

Integrations

Robot camera footage

Policy rollouts

Benchmark datasets

Specs

Technical details

PlatformsWeb
Multilingual supportUnknown
Login requiredYes
Open sourceNo
DeploymentCloud
CompanyInstance
Launch year2026
Models / versionsInstance success detector
Editions / plansRobot Success Detector
Data confidenceHigh
Last verifiedJuly 30, 2026
Documentation → Data source →
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Answers

Frequently asked questions

Instance provides automated ground-truth evaluation for robot learning. Its success detector takes a task description and camera footage, returns a success verdict with subtask breakdowns, and is designed to replace repeated human review across training, benchmarking, reinforcement learning, and policy evaluation.
Robotics research and engineering teams evaluating large numbers of policy rollouts
The listed pricing model for Instance is Enterprise only. Pricing can change, so users should verify the latest plan details on the official website.
Yes. The current profile indicates that a free trial is available.
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